Generalization bounds for label noise stochastic gradient descent
We develop generalization error bounds for stochastic gradient descent (SGD) with label noise in non-convex settings under uniform dissipativity and smoothness conditions. Under a suitable choice of semimetric, we establish a contraction in Wasserstein distance of the label noise stochastic gradient...
मुख्य लेखकों: | , |
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स्वरूप: | Internet publication |
भाषा: | English |
प्रकाशित: |
2023
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